The underlying mechanisms may involve multiple pathways: Firstly, insulin resistance induced by elevated TyG levels promotes macrophage polarization toward a pro-inflammatory phenotype, leading to the release of cytokines such as TNF-α and IL-6[36]. This evidence concerns the gene IL6 and Insulin resistance.